Remote Sensing Visual Question Answering on RSVQA HR unified
62.7CountGRASP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GRASPTrainable Parameters (M)=4.25, Category=Prompt-based tuning methods2026.01 | 62.7 | 71 | 73.9 | 82.5 | 72.5 | |
| DoRATrainable Parameters (M)=50.2, Category=Additive parameter tuning methods2026.01 | 62.4 | 70.8 | 71 | 82.1 | 71.6 | |
| LoRATrainable Parameters (M)=50.1, Category=Additive parameter tuning methods2026.01 | 62.1 | 70.6 | 70.3 | 81.9 | 71.2 | |
| VPTTrainable Parameters (M)=6.70, Category=Prompt-based tuning methods2026.01 | 61.2 | 68.4 | 68.2 | 80.5 | 69.6 | |
| AdapterTrainable Parameters (M)=16.7, Category=Additive parameter tuning methods2026.01 | 60.3 | 69.7 | 66.4 | 80.3 | 69.2 | |
| APromptTrainable Parameters (M)=16.1, Category=Prompt-based tuning methods2026.01 | 56.3 | 64.2 | 67.4 | 79.4 | 66.8 | |
| Prompt TuningTrainable Parameters (M)=0.41, Category=Prompt-based tuning methods2026.01 | 54.1 | 63 | 67.1 | 78.5 | 65.7 | |
| Qwen2.5-VL (Base)2026.01 | 52.6 | 61.4 | 65.6 | 76.4 | 64 |